{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 整合几部分代码的汇总"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 隐藏代码片段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "code_show=true; \n",
       "function code_toggle() {\n",
       " if (code_show){\n",
       " $('div.input').hide();\n",
       " } else {\n",
       " $('div.input').show();\n",
       " }\n",
       " code_show = !code_show\n",
       "} \n",
       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "from IPython.display import Image\n",
    "import sys  \n",
    "sys.path.append('.')  \n",
    "\"\"\"\n",
    "https://www.cnblogs.com/shadow1/p/11202808.html\n",
    "\"\"\"\n",
    "\n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
    " $('div.input').hide();\n",
    " } else {\n",
    " $('div.input').show();\n",
    " }\n",
    " code_show = !code_show\n",
    "} \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>''')\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 导入python数据和可视化包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data Manipulation, Mathematical Computation and Visualisation packages imported!\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "pandas numpy : data_process\n",
    "matplotlib seaborn : data visualization\n",
    "warning: avoid warning from packages\n",
    "\"\"\"\n",
    "import warnings\n",
    "def ignore_warn(*args, **kwargs):\n",
    "    pass\n",
    "warnings.warn = ignore_warn \n",
    "# data process\n",
    "import pandas as pd\n",
    "import  numpy as np\n",
    "# data visualization\n",
    "%matplotlib inline \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "# set option for visilazition\n",
    "color = sns.color_palette()\n",
    "# sns.set_style('darkgrid')\n",
    "sns.set(style='white', context='notebook', palette='deep')\n",
    "\"\"\"\n",
    "# avoid warning ignore annoying warning (from sklearn and seaborn and other packages xgboost and lightgbm)\n",
    "# we can use !ls or !pip install package_name to ahcieve some magic command line \n",
    "\"\"\"\n",
    "# Set visualisation colours\n",
    "mycols = [\"#66c2ff\", \"#5cd6d6\", \"#00cc99\", \"#85e085\", \"#ffd966\", \"#ffb366\", \"#ffb3b3\", \"#dab3ff\", \"#c2c2d6\"]\n",
    "sns.set_palette(palette = mycols, n_colors = 4)\n",
    "#or sns.set(style='white', context='notebook', palette='deep') \n",
    "print('Data Manipulation, Mathematical Computation and Visualisation packages imported!')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 导入统计相关的工具"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Statistical packages imported!\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "function:Statistical packages used for transformations\n",
    "stats: staticstic function in scipy \n",
    "skew: for partial norm distributions  skewed coefficient.\n",
    "boxcox1p: transform data or feature to normal distribution \n",
    "https://blog.csdn.net/u012735708/article/details/84755595,determine the lambda估算的值)\n",
    "pearsonr: 皮尔逊系数\n",
    "\"\"\"\n",
    "from scipy import stats \n",
    "from scipy.stats import skew, norm\n",
    "from scipy.special import boxcox1p\n",
    "from scipy.stats.stats import pearsonr\n",
    "print('Statistical packages imported!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 导入回归相关的算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Algorithm packages imported!\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\"\"\"\n",
    "ElasticNet:弹性网络\n",
    "Lasso: 奥卡姆剃刀回归，正则化\n",
    "BayesianRidge: 贝叶斯回归\n",
    "常见的线性回归模型:http://blog.sina.com.cn/s/blog_62970c250102xfgb.html，LassoLarsIC这个模型不熟悉\n",
    "ensemble 方法: 随即森林回归，GBDT回归，xgboost回归，lightGBM 回归\n",
    "numpy.dtype size changed, may indicate binary incompatibility 问题解决方案: numpy 版本过高，调低numpy版本\n",
    "\"\"\"\n",
    "# Algorithms used for modeling\n",
    "from sklearn.linear_model import ElasticNet, Lasso,  BayesianRidge, LassoLarsIC\n",
    "from sklearn.ensemble import RandomForestRegressor,  GradientBoostingRegressor\n",
    "from sklearn.kernel_ridge import KernelRidge\n",
    "import xgboost as xgb\n",
    "import lightgbm as lgb\n",
    "print('Algorithm packages imported!')    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 导入数据预处理相关的方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pipeline and preprocessing packages imported!\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\"\"\"\n",
    "make_pipeline: construct pipeline for processing data\n",
    "RobustScaler: 针对离群点的RobustScaler有些时候，数据集中存在离群点，用Z-Score进行标准化，但是结果不理想，\n",
    "因为离群点在标准化后丧失了利群特性。RobustScaler针对离群点做标准化处理，该方法对数据中心化的数据的缩放健壮性有更强的参数控制能力。\n",
    "StandScaler(Z-Score): 新数据=（原数据-均值）/标准差\n",
    "归一化Max-Min:新数据=（原数据-最小值）/（最大值-最小值）\n",
    "\"\"\"\n",
    "# Pipeline and scaling preprocessing will be used for models that are sensitive\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.preprocessing import RobustScaler\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "#     from sklearn.feature_selection import SelectFromModel\n",
    "#     from sklearn.feature_selection import SelectKBest\n",
    "#     from sklearn.feature_selection import chi2\n",
    "#     模型选择的模块用的比较少\n",
    "print('Pipeline and preprocessing packages imported!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 导入模型调参相关的包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model selection packages imported!\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# Model select packages used for sampling dataset and optimising parameters\n",
    "\"\"\"\n",
    "KFold: 它将原始数据分成K组(K-Fold)，将每个子集数据分别做一次验证集，其余的K-1组子集数据作为训练集，这样会得到K个模型。\n",
    "cross_val_score: 交叉验证的评估值\n",
    "train_test_split: 数据切割成训练集和测试集（验证集）\n",
    "GridSearchCV:网格搜索参数，进行模型搜索\n",
    "ShuffleSplit： train_test_split的参数中shuffle参数设定为True\n",
    "\"\"\"\n",
    "from sklearn import model_selection\n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.model_selection import cross_val_score, train_test_split\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import ShuffleSplit\n",
    "print('Model selection packages imported!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1-house-prices-solution-top-1.ipynb\n",
      "Stacked Regressions _ Top 4% on LeaderBoard.ipynb\n",
      "__pycache__\n",
      "concat_kaggle_house_price.ipynb\n",
      "data_description.txt\n",
      "data_description.zip\n",
      "final_submission.csv\n",
      "input\n",
      "kaggle house price.ipynb\n",
      "laod_Algorithms.py\n",
      "stacking-house-prices-walkthrough-to-top-5.ipynb\n",
      "submission.csv\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from subprocess import check_output\n",
    "print(check_output(['ls']).decode(\"utf8\"))  # check the files available in the directory\n",
    "pd.set_option('display.float_format', lambda x: '{:.3f}'.format(x)) #设定pandas数字格式，小数点后3位"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_data():\n",
    "    #Now let's import and put the train and test datasets in  pandas dataframe\n",
    "\n",
    "    train = pd.read_csv('input/train.csv')\n",
    "    test = pd.read_csv('input/test.csv')\n",
    "    return train, test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "train,test = load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>...</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.000</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.000</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.000</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.000</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.000</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "0   1          60       RL       65.000     8450   Pave   NaN      Reg   \n",
       "1   2          20       RL       80.000     9600   Pave   NaN      Reg   \n",
       "2   3          60       RL       68.000    11250   Pave   NaN      IR1   \n",
       "3   4          70       RL       60.000     9550   Pave   NaN      IR1   \n",
       "4   5          60       RL       84.000    14260   Pave   NaN      IR1   \n",
       "\n",
       "  LandContour Utilities    ...     PoolArea PoolQC Fence MiscFeature MiscVal  \\\n",
       "0         Lvl    AllPub    ...            0    NaN   NaN         NaN       0   \n",
       "1         Lvl    AllPub    ...            0    NaN   NaN         NaN       0   \n",
       "2         Lvl    AllPub    ...            0    NaN   NaN         NaN       0   \n",
       "3         Lvl    AllPub    ...            0    NaN   NaN         NaN       0   \n",
       "4         Lvl    AllPub    ...            0    NaN   NaN         NaN       0   \n",
       "\n",
       "  MoSold YrSold  SaleType  SaleCondition  SalePrice  \n",
       "0      2   2008        WD         Normal     208500  \n",
       "1      5   2007        WD         Normal     181500  \n",
       "2      9   2008        WD         Normal     223500  \n",
       "3      2   2006        WD        Abnorml     140000  \n",
       "4     12   2008        WD         Normal     250000  \n",
       "\n",
       "[5 rows x 81 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>...</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1461</td>\n",
       "      <td>20</td>\n",
       "      <td>RH</td>\n",
       "      <td>80.000</td>\n",
       "      <td>11622</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1462</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>81.000</td>\n",
       "      <td>14267</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gar2</td>\n",
       "      <td>12500</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1463</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>74.000</td>\n",
       "      <td>13830</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1464</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>78.000</td>\n",
       "      <td>9978</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1465</td>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>43.000</td>\n",
       "      <td>5005</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>HLS</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>144</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "0  1461          20       RH       80.000    11622   Pave   NaN      Reg   \n",
       "1  1462          20       RL       81.000    14267   Pave   NaN      IR1   \n",
       "2  1463          60       RL       74.000    13830   Pave   NaN      IR1   \n",
       "3  1464          60       RL       78.000     9978   Pave   NaN      IR1   \n",
       "4  1465         120       RL       43.000     5005   Pave   NaN      IR1   \n",
       "\n",
       "  LandContour Utilities      ...       ScreenPorch PoolArea PoolQC  Fence  \\\n",
       "0         Lvl    AllPub      ...               120        0    NaN  MnPrv   \n",
       "1         Lvl    AllPub      ...                 0        0    NaN    NaN   \n",
       "2         Lvl    AllPub      ...                 0        0    NaN  MnPrv   \n",
       "3         Lvl    AllPub      ...                 0        0    NaN    NaN   \n",
       "4         HLS    AllPub      ...               144        0    NaN    NaN   \n",
       "\n",
       "  MiscFeature MiscVal MoSold  YrSold  SaleType  SaleCondition  \n",
       "0         NaN       0      6    2010        WD         Normal  \n",
       "1        Gar2   12500      6    2010        WD         Normal  \n",
       "2         NaN       0      3    2010        WD         Normal  \n",
       "3         NaN       0      6    2010        WD         Normal  \n",
       "4         NaN       0      1    2010        WD         Normal  \n",
       "\n",
       "[5 rows x 80 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_ID = train['Id']\n",
    "test_ID = test['Id']\n",
    "\n",
    "#去掉Id字段，因为这个特征没意义\n",
    "train.drop(\"Id\", axis = 1, inplace = True)\n",
    "test.drop(\"Id\", axis = 1, inplace = True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(12,6))  # 设定画布大小\n",
    "plt.subplot(1,2,1)  # 图片的排列方式1行2列的第一张图\n",
    "g= sns.regplot(x=train['GrLivArea'],y= train['SalePrice'],fit_reg=False).set_title('Beofre')  \n",
    "plt.subplot(1,2,2)  # 图片的排列方式1行2列的第二张图\n",
    "train= train.drop(train[train['GrLivArea']>4000].index)  # 去掉面积大于4000的样本，axis=0 默认人参数\n",
    "g=sns.regplot(x=train['GrLivArea'],y=train['SalePrice'],fit_reg=False).set_title('After')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "P-P图是根据变量的累积概率对应于所指定的理论分布累积概率绘制的散点图，用于直观地检测样本数据是否符合某一概率分布。\n",
    "如果被检验的数据符合所指定的分布，则代表样本数据的点应当基本在代表理论分布的对角线上。\n",
    "\"\"\"\n",
    "\n",
    "plt.subplots(figsize=(15,6))\n",
    "plt.subplot(1,2,1)\n",
    "g=sns.distplot(train['SalePrice'],fit=norm)\n",
    "\n",
    "mu, sigma, = norm.fit(train['SalePrice'])  # 均值，标准差\n",
    "skew_co  =train['SalePrice'].skew() # 偏态系数\n",
    "g.legend(['Normal dist. ($\\mu=$ {:.2f} and $\\sigma=$ {:.2f} ),skew{:.2f}'.format(mu, sigma,skew_co)],\n",
    "            loc='best')\n",
    "plt.subplot(1,2,2)\n",
    "g = stats.probplot(train['SalePrice'], plot=plt)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The target variable is right skewed. As (linear) models love normally distributed data , we need to transform this variable and make it more normally distributed.\n",
    "- 目标数据右偏态，大部分的统计原理和参数检验都是基于正态分布推得，因此可以将目标变量转化标准正态分布\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qqsljq8jXp3Xn5czR5KVmAEoazY0SiIjUu0t/Oo8de4sPOdautIBJeYs5ad86drdqyzPdJ+Bt+0AoxBfG9uVb2la22VECEZF6U1mrIzlcxuidH3LazpUkUc5bGSezIGMwpUnB18/Q/l2UPJopJRAROWJVdVcdH6kizyjZi7ftw2uZI9md0v7g6+qyat4SnkDMrAPwDnC2u68zsyuBa4EwsBj4prsXV7hmJvBbYFvk0PPufnOiYxWR2pt+/RwqjJGTUbyHyZEq8ryUjszuOYV16T0POUfJo/lLaAIxs1OAe4EBkecDgB8AI4G9wIPA1cAdFS4dDXzf3R9PZHwiUneVLUfSuryEsTtWMGbXKkpDybzaZRTZnQZSHko65Dwlj5Yh0S2QKwgSxD8iz4uAb7n7HgAzWwn0qeS60UB/M/shsBL4trvvTHCsIhKnc6+bc+gCiBWqyFe0P543uoxgf6u0w6697hItgNhSJDSBuPssADOLPl8PrI8cywKuAS6r5NItwG+AhcCvgDuBGYmMVURqVlmro1tRPlNyF9L7QC6bU7vwdI+JbGmTddi1bVOTmf2rsxsqVGkANSYQM+sGnOLuc83sj8DJwPfcfXldb2pmxwDzgPvdfX7F1939yzHn/g5YU9d7iUj9qNjqSDtYRb6aguQ2vNB1LCvaf1ZFHktdVi1TPC2QB4GXzOxMYBLBeMWfgQl1uaGZDQReBP7i7n+o5PWOwDfcPTouEgJK6nIvETlyFZchCYXLGb57NeN2LCO1vITFHQfxVuehFCW3PuxaLUXSssWTQLq4+x1mdhvwmLs/aGZX1+VmZtYeeAm4yd0fqeK0fcANZvaOu79H0M31TF3uJyJH5pzr5hzyvHfhVqbmLqJr8U7WpXXn5awx5LfudNh1ShxHh3gSSGszSwGmAZeaWTrQro73mwV0A643s+sjx+a6+4/N7L7I47lmdgFwt5mlAauBmXW8n4jUUWzyaF+yn0n52ZwYqSJ/uvsEVkeqyGOFgLl/+FIDRyqNJZ4EMgfIBZa5e7aZvQ88VpubuHu/yMM7OHzKbvScWTGP3wRG1OYeIlI/YpchSS4vY8yuDxi7831ChA+rIo+lVsfRp8YE4u4/MbN73X1j5NAl7r4iwXGJSAM7ZIZVOEz/go1Mzl1ERuk+Pmrbh9czR7E7pfLOB03NPTrFMwsrCbjIzAYD3wa+aGYfuHvVe1KKSLMS213VuXg3k/MWcXzBZvJSOvJ4zymsr1BFfvDc9q156KfTGipMaWLi6cK6DcgiKO4LAZ8HehAsRyIizVjsMiSty4s5fccKRu1aRUlSK17JHMWSjodXkUep1SHxJJDJBOMR2e6+x8zOApYlNiwRSaSK3VUn7V3DpPwltCsrZHn7/rzRZTgFlVSRg8Y65DPxJJASdy+PqSYvMrPSxIYlIokwPzuHPzy25ODzbgfymZq3kF4HctmcmslTPSaxpU1mldd3bt9ayUMOiieBvB+p+0i2IIt8H7VARJqd2K1l08oOMCF/KUP3fExBchue73oaK9sfX2kVeZQ2fZKK4kkg3yGYetsNeBv4Dxr/EGlWosuQhMLljNjtjNuxnJTyEhZ1OpG3M06utIo8SsuQSFXimca7B7i8AWIRkXoW2+roU7CVKXkL6Vq8i7VpPXgla3SlVeRRWvxQahLPNN4/V3bc3dUKEWnColNzO5TsY1J+NoP2rWdXq3Y83X0iq9v2rra76jlVk0sc4unCil27uTVwFsEOgyLSRJ1z3RySy8s4ZdcHjN25EoA3Ow/lvU4nVVpFHqWpuVIb8XRh/Sz2uZn9Cvh3wiISkTq7+8llvPDOOk7Yn8PkvMV0Kt3HR2378lrmSPZUUUUO6q6Suqn1hlLuvj+yn4eINCFX/fYV9m/czAW5CzmucAu5rTvxeM+prE/vUe116q6SuqrtGEiIYD/zVQmLSERqZX52Dn95ZMEhVeQvZ45maUersoo8SslDjkRtx0DCBPubP5qYcESkNi79yQv03PwRV+Zn07bsAMs79OeNLiMoTG5T7XWtk0M89btzGyhKaalqPQYiIk3DFVffzxdzF3JMUR6bUjN5sseZbK2mihw01iH1q8oEYmZ74ZAtkKNCQNjdOyQsKhGp0oXfmc2EHUu5dM8n7E9uw7+7ns777Y+rdlouqCBQ6l91LZDBDRaFiNToS99/hhG7nSt3LCOlvJSFnU7k7c4nU5xUdRV5lMY6JBGqTCDuvj762MyGE2xjGwKSgf7AvQmPTkQ457o59C3YwtfzFpFVvIs1aT14JWsMO1p3jOt6JQ9JlHhmYd0LfAlIAzYRJI+3UAIRSbgZ1z7K9LxsBu4Pqsif6j6Rj2uoIo/S/uSSaPHMwpoKHAvcBfwc6AXcmMigRI5m06+fQ6islFN2fcAVO98H4L+dh/Fep5MoS0qO6z3U6pCGEE8C2RIpHvwIGOLuz5rZbYkOTORoc9VvXyFn2z4G7M/hzEgV+ap2fXmtyyj2prSN6z3U6pCGFE8CKTaz8cCHwDQzex2ofq6giMQldoOnLsW7uDB3EccWbmF760481vMsNqR3j/u9tF+HNLR4EsiNwLeBy4CbgDzg1wmMSeSoEF0tN7WsmNN3LGfk7o8oSUrhpcwxLO04gHANVeRRWgBRGkt1dSDD3H2Zuy8AFkQOn2Jmndx9V8OEJ9LyHGx1hMMM2fspE/OXkF52gGUdTuC/XYbXWEUepcQhja26FshLZrYauBN40t1LAZQ8ROouusFTjwN5TM1dSM+iPDa2yeKJHpPZ1qZLXO+RHIJnf69xDml81SWQXsBXgSuB283sPuAed98c75ubWQeCvUPOdvd1ZnYlwXa4YWAx8E13L65wTR/gEaAr4MAMd99Xi88k0uRcdNO/2V9URnppIZPzlzJ07yfsTU7juW5n8EG7Y+OalgtaikSaluoKCYuBx4HHzewE4ApgkZm9A/zF3f9b3Rub2SkEtSIDIs8HAD8gWM13L/AgcDXBfuux7gLucvfZZnYrcCuaNizN2DnXzSEpXM7o3R9x+o7lpJSXsaDTSbzT+WSKk1JqvL5317bcdeOUBohUpHbi2g/E3T8Gboh8of8aeC2Oa68gSBD/iDwvAr4V2WMdM1sJ9Im9wMxSgPHA9MihB4E3UAKRZujc6+YQBvoWbGZq7iIyS3bzaXpPXs0cHVcVubqqpKmLK4GYWV/g6wQzsdYAF9V0jbvPilwbfb4eWB85lgVcE3m/WJnAnuh4C7CFoCtNpNm4+8llvPDuejqW7OPMvMXY/g3sbNWOJ3tM4pP0XjV2V6kIUJqL6mZhtSYYA7kcGEGwB8gX3P3DI7lhZDfDecD97j6/wsuV/csqP5L7iTSkc66bQ6vyUs7Y+T6n7PqAMCHe6DychZ1OrLGKXLOqpLmprgWyFdgI3A1Mr4+BbDMbCLxIMIbyh0pOyQU6mFmyu5cBPYC4B+1FGku0itz2b+DMvMV0LN3Ph+368XrmSPa2qrmKXK0OaY6qSyDTaxoorw0zaw+8BNzk7o9Udo67l5jZm8CFwGPATILWikiTdc51c8gs2sVFeQvpV7iV7a0zePSYM8hJ61bjtdoZUJqz6mZh1VvyiJgFdAOuN7PrI8fmuvuPI1OE57r7XOAq4CEzuwXYAFxcz3GI1ItzrptDalkxkyNV5EVJKfwnawzLOtRcRa41q6QliGsQ/Ui4e7/Iwzs4fMpu9JxZMY/XAxMTHZdIXd1y91ss/ziPk/d+woT8paSXHWBphwG82WVYXFXk2hlQWoqEJxCRliK6dlWPA7lcmruQHkX55LTJ4omek9mWWnMVueo5pKWpbhbW+OouTEAXl0iTFE0cbUsLmZC/hJP3fsre5DTmdjuDD+OsItcgubRE1bVA/hr5Ox3oC3wAlAJDCJZ217rR0mJFkwZAUrickbs+4owdy2kVLuPdTifxbpxV5Eoc0pJVN4g+BMDM/gl8zd3fiTwfAdzcMOGJNJxb7n6L5Z/kH3KsX8FmpkSqyD9JP4ZXM0ezs3WHuN5PyUNaunjGQCyaPADcfYmZ9U9gTCINLrbFAdCxZC+T8xYzYH8OO1La868eZ/Jp2/gWRVBBoBwt4kkghWZ2GcGaViGC6bha0l2avYpJA6BVeSljd77PKbvep5wk5ncZzqJOJ1IWqnkvcu0IKEebeBLINwiWMbmPYBn2bOCSRAYlkkiVJQ7CYWz/+kgVeQEftDuW1zNHsq9Veo3vp5oOOVrVmEDcfRUwwsw6A2F335n4sETqV2XjG1GZRTuZmreIvoVb2dY6g+eOGcfGOKrI1VUlR7saE4iZdQfuB04AzjCz/wCXufuWRAcncqSiS6pXJrWsiHE7ljNit0eqyE9hWYcTaqwiV+IQCcTThXUX8CzB8us7gWUE3VlfTGBcIkek0m6qiFC4nCF7gr3I25QXs7TjAN7sPJQD1VSRK2mIHC6eBNLP3e81s6vcvQS4MbIZlEiTEt2Hozo9C3OZmhetIu/Ky1lj2J7audJzNbYhUr14Eki5mR1s00dW1a2+jS/SwKprcQC0LS1gYv4Shuxdw57kdOZ0G8eqdv2qrCJXDYdIzeJJIE8TzMLqaGbfJJjG+0RCoxKJU02tjqRwGaN2fcTpO1aQHC7jnYzBvJsxhJJKqsjVTSVSO/HMwvqVmX2NoNUxFfgbwRiISKOYn53DHx5bUuN5x+7fxJS8RXQp2cMn6b14JXMUuyqpIldrQ6Ru4pmF9bC7zyQoJBRpNNVNxY3VsWQvU/IWccL+jexIac8TPc5kTYUqcm3kJHLk4unCGmpmIXevajakSMJd9dtXyNm+v9pzUspLODWyF3kZSbzeZQSLOw06pIpc3VQi9SeeBLIF+MDMFgAH90V392sTFpVIRFzdVeEwA/et48z8bDqUFvB+++OY32XEwSpyzaYSSYx4Esi7kT8iDSaeKbkAWUU7mZq7kD4HtrE1tTNzuo1nU1pXAJJD8OzvlThEEiWeQfSfmVka0J9gT5BUdy9MeGRy1IonebQpK2LcjmUM372aA0mteTHrVJZ36H+wilxdVSKJF88g+inAMwSbSZ0GLDezc2KXeBc5UvGMcUBQRX7ynmAv8s+qyIdxIDkV0OC4SEOKpwvr98AU4FF33xiZ0vsnYHRCI5OjwqU/nceOvcVxnXtM4Xam5i2ke9EONrTpxstZY8hNzaB1cojnlDREGlw8CSTd3T80MwDc/QUz+2Viw5KWLt4WB0C7SBX54L1r2NMqnWe7jeOjSBW5ajhEGk88CaTEzDII9gLBoplEpA7iLQIESA6XMWrXKk7bsYLkcDlvZwxhQcZgSpJSaJuazOxfnZ3gaEWkOvEkkP8D3gC6m9njwFnAlQmNSlqkeGdWARy3fxNT8hbSuWQvH7ftxauZo9mV0p62qck8rcQh0iTEMwvr32b2EcEyJsnAL9z9w4RHJi3K/OycuJJHp+I9TMlbTP+CjeSndOCfPSaztu0xgJYcEWlqqkwgZtYn5mkx8Hzsa+6+IZGBScsQb6sjpbyEsTtXMmbnh5SFkngtUkVeHkrWzCqRJqq6FsgHBOMeSUAasBcoAzoB24Ee8dzAzDoA7wBnu/u6yLEU4EWC1sz8Sq6ZCfwW2BY59Ly73xzP/aTpiCt5hMMM2reOSXnZdCgLqshf7zKCCeMGMee8YQ0TqIjUSZUJxN3bA5jZ/wNed/fZkefnAtPjefNIDcm9wICYYwY8AIyo5tLRwPfd/fF47iNNTzzJo2vRDqbmLqT3ge1sTe3M88dM4M6/zOKbDRSjiByZeDaGGhVNHgDuPheI91fDK4Crgc0xxy4HbgPeq+a60cBMM1tuZo9EZoFJM1FT8mhTdoCpue9xWc7zdCnezbysU+nyg1u48y+zGjBKETlS8czCSjKzidGuJjP7PFAez5u7+6zINbHHbogc+241l24BfgMsBH4F3AnMiOee0riqGywPhcsZuudjJuQvJbW8hCUdjXe6DOWfd1zQwFGKSH2IJ4F8G/iXmRUTLGwaIs4urLpy9y9HH5vZ74A1ibyf1I/qigN7FW5jau5CuhXvZH1aN17JHENeaoZWyRVpxuJJIF2APsAQgkH1le5emqiAzKwj8A13vyNyKASUJOp+Uj8uuunf7C8qO+x4u9I/OIggAAAUIklEQVQCJuVlc9K+texulc4z3cfjbfvSuUMqc386rREiFZH6Ek8C+ZW7zwHiKx8+cvuAG8zsHXd/D7iGYDFHaYKq2iUwOVzG6F0fctqOlSRRztsZJ7Mg4yTKk1N4Tkusi7QI8SSQlWZ2M/Amh24oVa8JxczuA+a6+1wzuwC4O7KM/GpgZn3eS+pHVa2O4/dvZHLeIjqX7GV12968mjmK3SntaZ0c4lnVc4i0GPEkkFMif2KnyISB4+K9ibv3q+TYxArPZ8U8fpPqp/lKI6pqllVG8R4m5y2if8Em8lM6MLvnFNal9wTQ2lUiLVA8S5kc2xCBSPNQ2UB5SnkJp+1YwZhdqygNJfNal5Es7jSQ8she5K2TQ0oeIi1QtQnEzHoCPwLOIGh1vA381t03NkBs0gTMz87hj7OXUFbZxO1wmBP3rWVSXjbtywpZ0f543ugygv2t0g6e0rtrW+66cUrDBSwiDaa6tbB6E+yF/iRwK5AKTAIWmtlYd49vWVVptqoaIAfoVpTPlNyF9D6Qy5bULjzTYyKb22Qdcs4XxvblW1qORKTFqq4F8n/Aj9z9HzHHnjKz7MhrX0toZNIo5mfncOe/llFUUnmtaJuyA4zPX8awPR9TmJzKC13HsqJ9fwiFDp6TnBTiuxcN157kIi1cdQlkhLtfWvGgu//dzH6YwJikkVTX4giFyxm2ZzXj85eRWl5CdseBvNV5KEXJrT87B/j+JSOUOESOEtUlkFA1rxXVdyDSeOZn53D7Y0uCLScr0btwG1MiVeTr0rpHqsg7HXJO5/ateUiFgSJHleoSSKmZ9XT32IUQowPrSiDN0PzsHP727Er2FsRX2N++dD+T8rI5cd86drdqyzPdJ+Bt+xzSXQUwtH8X/u9bZyQiZBFpwqpLIPcAfzez8919D4CZdQX+AdzVEMFJ/ZmfncPtjy8hXFUzI0ZyeRljdn3I2J0rCRHmrYyTWZAxmNKkQ/93SWmVxLUXDFOXlchRqrr9QO4xs/7AJjP7EEgBTgD+7O5/b6gApX787dmVNSePcJj+BRuZnLeYjJK9eNs+vJY5it0p7Q6eoplVIhJVbR2Iu19vZncQVKIDLKjYpSVN3/zsnBq7rTKK9zAlbxHHF2wiL6XjIVXkoG4qETlcPJXom4CnGyAWSYCaNndqHakiH71rFSVJybyaOYrsjgMpDwV7janFISJViWctLGmmqtvciXCYk/atZWJMFfn8LiMoiFSRa3xDRGqiBNJCRQfNK9PtQD5T8xbS60Aum1O78HSPSWxpkwlA+/QUrpw+RIlDRGqkBNICBetXLT1s0Dyt7ADj85cybM/HFCS34dVe47j1L9dyflJS4wQqIs2aEkgL9PC8VZSVf5Y9QuFyhu9ezfgdy2hdXsKijoN4u/NQrvnaqYSUPESkjpRAWqC8nYUHH/cp2MqUvIV0Ld7FurTuvJw1hvzWnfjC2L7qphKRI6IE0gK1S0+B3bs4M38xg/atZ3ertjzdfQKr2/YhlBTiuou1XpWIHDklkBZm/ntrGLIxm1N3vk+IMG92Hsp7nU6iNKkVSUkhvqdVckWkniiBtBDzF2/g5Yef57RNCxhfuo+PIlXke2KqyNu2aaXkISL1RgmkBZj/n8VsfPAhvlCwmdzWHXm851TWp/c47Lx9cS6iKCISDyWQZqy0oICcf/6LpGefo0dSK17JHM2SjnawiryizIy0So+LiNSFEkgzFC4vJ3f+f1n38D8o3rmb9zsczxudhx+sIq9Mq+QQM6cNasAoRaSlUwJpZvZ98ilr/nY/e91pN+AEnuw+iVUl7au9JhSC71yowXMRqV9KIM1Eye7drH/kMba9/CopHTtywneuIWviBG75wXPVXtcqOaTkISIJoQTSxIXLytjywotseHw25QeK6Pmlc+h9wXm0atuWu59cVu21WtdKRBIpoQnEzDoA7wBnu/u6yLEU4EXgF+4+v5Jr+gCPAF0BB2a4+75ExtlU7VqxkrX3PUDB+g10GjaU3LHTuPntXPb++JUar73uEhULikhiJWwhJDM7BXgLGBBzzID5wGnVXHoXcJe7DwQWA7cmKsamqig3l49+93s+uPWnlBUeYOCPbiD3nMv446tb4t7PXMlDRBItkS2QK4CrCfZQj7ocuA34bmUXRFon44HpkUMPAm8ANyYsyiakrKiIzc/OZeOTwf5dfS65iJ7Tz+XN97dzx+yllJfHsaE5kKXpuiLSABKWQNx9FkDQ6Dh47IbIsUoTCJAJ7HH30sjzLUCvRMXYVITDYXa8t5C19z9I0fbtdDl9LMd+/VJSs7KYn53Dnf9aHnfyADRdV0QaRFMbRA9Vcqy8waNoQAU5G1l73wPsWrac9L59OOkXP6XTyUMOvv7wvFUUlZTF/X5aZVdEGkpTSyC5QAczS3b3MqAHsLmRY0qI0oICcmY/wZZ/v0BSmzYce8Xl9Jj2OULJyYeclxuzNHt1NONKRBpak0og7l5iZm8CFwKPATOBeY0bVf0Kl5ez/fX5rH/4UUp276bb1Mn0/Z9LSOnYEQh2E3x43iolDhFp8ppEAjGz+4C57j4XuAp4yMxuATYAFzdqcPVo78efsOZv97Fv9ce0twEMuuVHtD+h/8HXo+Md8XRZaZquiDS2hCcQd+9XybGJFZ7Pinm8HphIC1K8azfr//Eo2199jZROHTnhO98ma+L4w7aTrc14h5KHiDS2JtECaanKS0vZOu9FNjz+z8+qyC88n1bp6YedOz87J+5uK03TFZGmQAkkQXYtXxFUkW/IodPwYRw76+uk9zp0RnJtxzsAUlOSNU1XRJoEJZB6dmD7dtY98BD57y6gTfduDLzph3QeM4pQ6NAZyrUZ74jSgLmINCVKIPWkrKiITc/MYdNTz0AoRJ8ZF3PM9HNJat260vNrM96RlZHGzGmDlDhEpElRAjlC4XCYHQveY+0DD1K0PZfMM06n32UzSc3KrPa6vDi6rbIy0njglrPqK1QRkXqlBHIECjbksOa+B9i9fAXpffsw+Jc/p+Pgk+K6NjMjrdqxD411iEhTpwRSB6X797Ph8SfY8vwLJKelcdyVl9P984dXkVdn5rRBVY6BqMtKRJoDJZBaCJeXs/2114Mq8j176HbWVPr+z8WkdOhQ6/eKJoeH560ib2chmUoaItLMKIHEaa+vZs2997Pv409oP9A48Se30O74447oPSeO7K2EISLNlhJIDYp37WL9Q4+w/bXXScnI4ITvXUvWhPGHTcsVETnaKIFUoby0lC3PzyNn9hOUFxdzzFem0+v882iVripwERFQAqnUrmXLWXPvAxRu3EjGyOEce/k3SDumZ2OHJSLSpCiBxDiwbRtrH3iIHQveo0337gy65UdkjBqp7ioRkUoogUQUbt7Msu9cB6EQfb82g57nnl1lFbmIiCiBHJTSKYPeF55P1sQJpGZ2aexwRESaPCWQiFbpafQ67yuNHYaISLORVPMpIiIih1MCERGROlECERGROtEYSAOL7kKo9a9EpLlTAkmw2ITRLj2FwqJSSsvCAOTuLOTOfy0HUBIRkWZHXVgJFN22NndnIWFgb0HJweQRVVRSxsPzVjVOgCIiR0AJJIHi3bY2nt0JRUSaGnVh1bPYLqtwzacDwe6EIiLNjRJIPYp2WcXT6ojS1rUi0lwlPIGYWQfgHeBsd19nZlOA24E04J/ufksl18wEfgtsixx63t1vTnSsRyqeLqvkpBDpbVqxr6BEs7BEpFlLaAIxs1OAe4EBkedpwAPABCAHeN7Mprn7vAqXjga+7+6PJzK++lbdWEYIlDBEpEVJdAvkCuBq4B+R52OAj919LYCZPQKcD1SWQPqb2Q+BlcC33X1ngmM9YpkZaeRWkkSyMtJ44JazGiEiEZHESWgCcfdZAGYWPdQT2BJzyhagVyWXbgF+AywEfgXcCcxIVJy1Le6r6vyZ0wYdNgaiMQ4RaakaehC9sp2ZyisecPcvRx+b2e+ANYkKqOLAd03FffGcr0pzETkaNHQC2QR0j3neA9gce4KZdQS+4e53RA6FgJJEBVTZwHe0uK+yL/6azo/+ERFp6Rq6kPA9wMysv5klA5dw+PjHPuCGyAA8wDXAM4kKqKqB7/o6LiLSUjVoAnH3A8BlwFPAh8BHwJMAZnafmZ3r7mXABcDdZrYKGAnckKiYqiriq6/jIiItVYN0Ybl7v5jHrwJDKzlnVszjN4ERDRFbbQe+NVAuIhI46ivRazvwrYFyEZHAUZ9AgFoPfGugXEREq/GKiEgdKYGIiEidKIGIiEidKIGIiEidtLRB9GSArVu3NnYcIiLNRsx3ZnJtrmtpCaQHwIwZCVt3UUSkJesBfBrvyS0tgSwCxhGs5hv/toAiIke3ZILksag2F4XC4Xh37hYREfmMBtFFRKROlEBERKROlEBERKROlEBERKROlEBERKROlEBERKROlEBERKROWlohYYMzs3bAQ8AJBMWLP3D3Vxo3qppF4n4AGAiEgF+6++zGjSp+ZjYEmO3uJzV2LPEws0uAW4DWwB3u/tdGDiluZtYBeAc4293XNXI4cTGznxBsjQ3wvLsnbFvs+mRmPwfOA8LA/e5+eyOHVC21QI7cdcDH7n4ycDHwcCPHE68fAhsicU8Gbjezbo0cU1zMbCbwItC2sWOJh5kdA/wSOINgO+crzezExo0qPmZ2CvAWMKCxY4mXmU0BzgKGA8OAkWb25caNqmZmNgE4EzgZGAV828yscaOqnhLIEXL3nxH8ZglwLLCzEcOpjTeAPwO4+3ZgB9C9USOKg5l1BL5EkKybiynAa+6+w933A08S/JbZHFwBXA1sbuxAamELcJ27F7t7CbAK6NPIMdXI3d8AJrl7KdCVoIdof+NGVT11YdUDdy81s/8Q/CZ/ZWPHEw93fzn62MwuBFKBDxovovi4+27gq2bWr7FjqYWeBF9qUVuAMY0US624+yyAJv6L8CHc/eD/x2Z2AnAhcFrjRRQ/dy8xs58B1wP/AjY1ckjVUguknrj754DjgV+Y2aDGjideZnY+8EfgvMhvPlL/QpUcK2/wKI4yZnYS8DJwvbt/3NjxxMvdfwJkAb0JWoBNllogdRAZ6Do38vQZ4G/uvsXd15vZO8BJBM3mJqVC3D8G+gI/AM5y95WNFlgNKsbt7nMbM5462ESwSnRUD5pXl1CzY2anA08B320uk0PMbCDQxt2XuXuBmT1NMB7SZCmB1IG7/5jgCxgz+x3BgPR3zKwHMJqg+dnkVIh7OvA94HR3z2nUwGoQG3cz9QrwUzPLIujT/irNpKuzOTKz3sCzwIXu/lpjx1MLxwE/M7MzCGZhfYlgpmSTpQRy5H4B3G9mK4FSgt941jdyTPH4GZAGPBfTvz3L3Rc3Xkgtk7tvMrObgdcJpvHe5+4LGzmslux6oA3BzMLosXvc/Z7GC6lm7v5CZNbbUoKSgKeaeutJ+4GIiEidaBBdRETqRAlERETqRAlERETqRAlERETqRAlERETqRNN4pUkxsz8D4yNPTwTWAoWR52OBAiDL3fMaIbaXgEvcPc/MXiCocP6wDu/zIPC+u/++vmOsRQw/Bpa7+5xIoeYn7v6wmYVppJ+vND9KINKkuPu10cdmtg6YEVub0shrMk2NPnD3LzRmIPXgTOBDOFioKVJrSiDSHP3MzE4FugC3RffWMLPLgasIumbzgWvc/aPICr5/JVjaOwzMA26KLIJZBMwhWGZ9BkGl+J8i750M/NndHzCzv0fu/bqZfQF4k2D9sMVm9g2CZf3LgDzgUoLlS+4ATgXaE6yHNcvd367qQ0WWfX+QYPHF9XxWTPZgxZZB9DnBKsqV3ifS0tkDDCFYV+kj4KJIfKOA28ysjKDi+bAWUTU/zzOA2yM/nzDwa3d/qsr/WtJiaQxEmqM17j4S+DLwBzNLieylcCkwzt2HA78Dno6c/2eCL8AhBF+cQ/lsuZnWwHPubsAygqXWfxh5/wnA9WZ2qrt/PXL+pNilX8xsKPBb4PORvVXmAjcDpxAkgrHufiLBpmM/rOFz3Q0siGyS9V2CVkJNarrPSODzwKDIeedHEu5igs3PnqnsTWv4ef4MuD3yM/pGnHFKC6QWiDRHj0X+XkawDH0H4ItAf+CdmG6uzmbWGZhGsOZXGCgys3sIvqB/EznvzcjfAwhWVH4g5j3SCDYmWlBFLJOB/0STirv/MfqCmd0CfNPMjgcmAntr+FxnEqxPhruvNrOXazgfd3+3hvu86O5FkXhWAp1res+I6n6eTwB/NbNzCNb5uinO95QWRi0QaY5KACIJAYJum2TgH+4+zN2HASMIWhs7Ofz/8yQgJeb5vsjfycCu6HtE3udU4O9UrZSgGwcAM0szs4Fm9kXg+cjhOcA9VL6se6zCCucUV3g9FLlH65j71XSfwpjH4ThiiKry5+nu/4+gNfcy8DlgRaSbUI4ySiDSUrwEXBxZERngf4FXI4//A1xtZiEzSyVYCbey3+4dOGBm/wMHV3V9n6AbCIIxiZQK17wOTIm57zcJunumEnSN3Q0sAqYTfClX5/lI3JhZL4KdDKNyCb7AAb4Sc7wu94Eg8VX8LLGq/HlGtiwY7u4PEvwsOwEZcdxTWhglEGkR3P0/BGMRL5vZCuAS4CuRVsq1BFuEroz8cYI9yiu+RzHBgPKsyHu8BNwaM/D9NPCWmQ2OuWYlwZ4qL5rZcoLxhv8laAlMiLzPu8CnwLFmVt2/ue8BvSJdTQ8CG2Jeu5ag22gJQZdadIfDutwH4Dng92Z2aWUv1vDzvAH4uZktJUigP3P3dTXcT1ogrcYr0kSZ2b+BJyO/6Ys0OWqBiIhInagFIiIidaIWiIiI1IkSiIiI1IkSiIiI1IkSiIiI1IkSiIiI1IkSiIiI1Mn/B7j4Ajl9F2RCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#We use the numpy fuction log1p which  applies log(1+x) to all elements of the column\n",
    "train[\"SalePrice\"] = np.log1p(train[\"SalePrice\"])\n",
    "\n",
    "#Check the new distribution \n",
    "sns.distplot(train['SalePrice'] , fit=norm);\n",
    "\n",
    "# Get the fitted parameters used by the function\n",
    "mu, sigma, = norm.fit(train['SalePrice'])  # 均值，标准差\n",
    "skew_co  =train['SalePrice'].skew() # 偏态系数\n",
    "\n",
    "#Now plot the distribution\n",
    "plt.legend(['Normal dist. ($\\mu=$ {:.2f} and $\\sigma=$ {:.2f} ) skew{:.2f}'.format(mu, sigma,skew_co)],\n",
    "            loc='best')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('SalePrice distribution')\n",
    "\n",
    "#Get also the QQ-plot\n",
    "fig = plt.figure()\n",
    "res = stats.probplot(train['SalePrice'], plot=plt)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The skew seems now corrected and the data appears more normally distributed.\n",
    "- 通过P_P图可以看出，经过log1p转化之后的目标变量近似正态分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 特征工程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "all_data size is : (2915, 79)\n"
     ]
    }
   ],
   "source": [
    "ntrain = train.shape[0]\n",
    "ntest = test.shape[0]\n",
    "y_train = train.SalePrice.values\n",
    "all_data = pd.concat((train, test)).reset_index(drop=True)\n",
    "all_data.drop(['SalePrice'], axis=1, inplace=True)\n",
    "print(\"all_data size is : {}\".format(all_data.shape))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Missing Ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>PoolQC</th>\n",
       "      <td>99.726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscFeature</th>\n",
       "      <td>96.398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alley</th>\n",
       "      <td>93.208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fence</th>\n",
       "      <td>80.446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FireplaceQu</th>\n",
       "      <td>48.714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotFrontage</th>\n",
       "      <td>16.672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageQual</th>\n",
       "      <td>5.455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCond</th>\n",
       "      <td>5.455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageFinish</th>\n",
       "      <td>5.455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <td>5.455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageType</th>\n",
       "      <td>5.386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtExposure</th>\n",
       "      <td>2.813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtCond</th>\n",
       "      <td>2.813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtQual</th>\n",
       "      <td>2.779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <td>2.744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <td>2.710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrType</th>\n",
       "      <td>0.823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrArea</th>\n",
       "      <td>0.789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSZoning</th>\n",
       "      <td>0.137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <td>0.069</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Missing Ratio\n",
       "PoolQC               99.726\n",
       "MiscFeature          96.398\n",
       "Alley                93.208\n",
       "Fence                80.446\n",
       "FireplaceQu          48.714\n",
       "LotFrontage          16.672\n",
       "GarageQual            5.455\n",
       "GarageCond            5.455\n",
       "GarageFinish          5.455\n",
       "GarageYrBlt           5.455\n",
       "GarageType            5.386\n",
       "BsmtExposure          2.813\n",
       "BsmtCond              2.813\n",
       "BsmtQual              2.779\n",
       "BsmtFinType2          2.744\n",
       "BsmtFinType1          2.710\n",
       "MasVnrType            0.823\n",
       "MasVnrArea            0.789\n",
       "MSZoning              0.137\n",
       "BsmtFullBath          0.069"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data_na = (all_data.isnull().sum() / len(all_data)) * 100\n",
    "all_data_na = all_data_na.drop(all_data_na[all_data_na == 0].index).sort_values(ascending=False)[:30]\n",
    "missing_data = pd.DataFrame({'Missing Ratio' :all_data_na})\n",
    "missing_data.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Percent missing data by feature')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(12,5)) # 设定画布大小\n",
    "sns.barplot(x=all_data_na.index,y=all_data_na)\n",
    "plt.xticks(rotation='90')  # 设定x轴的标签\n",
    "plt.ylabel('percentage',fontsize=15)\n",
    "plt.xlabel('feature',fontsize=15)\n",
    "plt.title('Percent missing data by feature', fontsize=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data[\"PoolQC\"] = all_data[\"PoolQC\"].fillna(\"None\")\n",
    "# 字段的说明中如果没有游泳池，因此用None填充"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data[\"MiscFeature\"] = all_data[\"MiscFeature\"].fillna(\"None\")\n",
    "all_data[\"Alley\"] = all_data[\"Alley\"].fillna(\"None\")\n",
    "all_data[\"Fence\"] = all_data[\"Fence\"].fillna(\"None\")\n",
    "all_data[\"FireplaceQu\"] = all_data[\"FireplaceQu\"].fillna(\"None\")\n",
    "for col in ('GarageType', 'GarageFinish', 'GarageQual', 'GarageCond'):\n",
    "    all_data[col] = all_data[col].fillna('None')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data[\"LotFrontage\"] = all_data.groupby(\"Neighborhood\")[\"LotFrontage\"].transform(\n",
    "    lambda x: x.fillna(x.median()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in ('GarageYrBlt', 'GarageArea', 'GarageCars'):\n",
    "    all_data[col] = all_data[col].fillna(0)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in ('BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF','TotalBsmtSF', 'BsmtFullBath', 'BsmtHalfBath'):\n",
    "    all_data[col] = all_data[col].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in ('BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2'):\n",
    "    all_data[col] = all_data[col].fillna('None')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data[\"MasVnrType\"] = all_data[\"MasVnrType\"].fillna(\"None\")\n",
    "all_data[\"MasVnrArea\"] = all_data[\"MasVnrArea\"].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data['MSZoning'] = all_data['MSZoning'].fillna(all_data['MSZoning'].mode()[0])\n",
    "all_data['KitchenQual'] = all_data['KitchenQual'].fillna(all_data['KitchenQual'].mode()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data = all_data.drop(['Utilities'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data[\"Functional\"] = all_data[\"Functional\"].fillna(\"Typ\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data['Electrical'] = all_data['Electrical'].fillna(all_data['Electrical'].mode()[0])\n",
    "all_data['Exterior1st'] = all_data['Exterior1st'].fillna(all_data['Exterior1st'].mode()[0])\n",
    "all_data['Exterior2nd'] = all_data['Exterior2nd'].fillna(all_data['Exterior2nd'].mode()[0])\n",
    "all_data['SaleType'] = all_data['SaleType'].fillna(all_data['SaleType'].mode()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data['MSSubClass'] = all_data['MSSubClass'].fillna(\"None\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Missing Ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Missing Ratio]\n",
       "Index: []"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check remaining missing values if any \n",
    "all_data_na = (all_data.isnull().sum() / len(all_data)) * 100\n",
    "all_data_na = all_data_na.drop(all_data_na[all_data_na == 0].index).sort_values(ascending=False)\n",
    "missing_data = pd.DataFrame({'Missing Ratio' :all_data_na})\n",
    "missing_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 类别特征处理-label转化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape all_data: (2915, 78)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "cols = ('FireplaceQu', 'BsmtQual', 'BsmtCond', 'GarageQual', 'GarageCond', \n",
    "        'ExterQual', 'ExterCond','HeatingQC', 'PoolQC', 'KitchenQual', 'BsmtFinType1', \n",
    "        'BsmtFinType2', 'Functional', 'Fence', 'BsmtExposure', 'GarageFinish', 'LandSlope',\n",
    "        'LotShape', 'PavedDrive', 'Street', 'Alley', 'CentralAir', 'MSSubClass', 'OverallCond', \n",
    "        'YrSold', 'MoSold')\n",
    "# process columns, apply LabelEncoder to categorical features\n",
    "for c in cols:\n",
    "    lbl = LabelEncoder() \n",
    "    lbl.fit(list(all_data[c].values)) \n",
    "    all_data[c] = lbl.transform(list(all_data[c].values))\n",
    "\n",
    "# shape        \n",
    "print('Shape all_data: {}'.format(all_data.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data['TotalSF'] = all_data['TotalBsmtSF'] + all_data['1stFlrSF'] + all_data['2ndFlrSF']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### box-cox转换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Skew in numerical features: \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Skew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MiscVal</th>\n",
       "      <td>21.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolArea</th>\n",
       "      <td>18.702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotArea</th>\n",
       "      <td>13.124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <td>12.080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3SsnPorch</th>\n",
       "      <td>11.368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LandSlope</th>\n",
       "      <td>4.971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <td>4.299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <td>4.143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <td>4.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ScreenPorch</th>\n",
       "      <td>3.944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <td>3.943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrArea</th>\n",
       "      <td>2.601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <td>2.529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <td>1.848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1stFlrSF</th>\n",
       "      <td>1.253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotFrontage</th>\n",
       "      <td>1.093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GrLivArea</th>\n",
       "      <td>0.978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <td>0.974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalSF</th>\n",
       "      <td>0.936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <td>0.920</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Skew\n",
       "MiscVal       21.932\n",
       "PoolArea      18.702\n",
       "LotArea       13.124\n",
       "LowQualFinSF  12.080\n",
       "3SsnPorch     11.368\n",
       "LandSlope      4.971\n",
       "KitchenAbvGr   4.299\n",
       "BsmtFinSF2     4.143\n",
       "EnclosedPorch  4.001\n",
       "ScreenPorch    3.944\n",
       "BsmtHalfBath   3.943\n",
       "MasVnrArea     2.601\n",
       "OpenPorchSF    2.529\n",
       "WoodDeckSF     1.848\n",
       "1stFlrSF       1.253\n",
       "LotFrontage    1.093\n",
       "GrLivArea      0.978\n",
       "BsmtFinSF1     0.974\n",
       "TotalSF        0.936\n",
       "BsmtUnfSF      0.920"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numeric_feats = all_data.dtypes[all_data.dtypes != \"object\"].index\n",
    "\n",
    "# Check the skew of all numerical features\n",
    "skewed_feats = all_data[numeric_feats].apply(lambda x: skew(x.dropna())).sort_values(ascending=False)\n",
    "print(\"\\nSkew in numerical features: \\n\")\n",
    "skewness = pd.DataFrame({'Skew' :skewed_feats})\n",
    "skewness.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 59 highly skewed numerical features to Box Cox transform\n"
     ]
    }
   ],
   "source": [
    "skewness = skewness[abs(skewness) > 0.75]\n",
    "print(\"There are {} highly skewed numerical features to Box Cox transform\".format(skewness.shape[0]))\n",
    "\n",
    "skewed_features = skewness.index\n",
    "lam = 0.15\n",
    "for feat in skewed_features:\n",
    "    #all_data[feat] += 1\n",
    "    all_data[feat] = boxcox1p(all_data[feat], lam)\n",
    "    \n",
    "#all_data[skewed_features] = np.log1p(all_data[skewed_features])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### one-hot categoy 特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2915, 220)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "all_data = pd.get_dummies(all_data)\n",
    "print(all_data.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 数据相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data_coorelation(data):\n",
    "    corr = data.corr()\n",
    "    plt.subplots(figsize=(30,30))\n",
    "    cmap = sns.diverging_palette(150, 250, as_cmap=True) # 以后可以固定下来这样的格式，尤其是对于数据的相关系数\n",
    "    sns.heatmap(corr, cmap=\"RdYlBu\", vmax=1, vmin=-0.6, center=0.2, square=True, linewidths=0, cbar_kws={\"shrink\": .5}, annot = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_data_coorelation(train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = all_data[:ntrain]\n",
    "test = all_data[ntrain:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 模型部门"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import mean_squared_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for alg in models:\n",
    "#     model_name = alg.__class__.__name__\n",
    "#     before_model_compare.loc[row_index,'Name'] = model_name\n",
    "#     before_model_compare.loc[row_index,'Parameters'] = str(alg.get_params())\n",
    "#     alg.fit(X_train,Y_train)\n",
    "#     # for cross_validation  but the results are negative,we need to convert it to postive,均方误差\n",
    "#     training_results = np.sqrt((-cross_val_score(alg,X_train,Y_train,cv=shuff,scoring='neg_mean_squared_error')).mean())\n",
    "#     test_results = np.sqrt(((Y_test-alg.predict(X_test))**2).mean())\n",
    "#     before_model_compare.loc[row_index,\"Train mean_squared_error\"] = training_results*100\n",
    "#     before_model_compare.loc[row_index,'Test mean_squared_error'] = test_results*100\n",
    "#     row_index+=1\n",
    "#     print(row_index,model_name,\"trained>>>>\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Validation function\n",
    "n_folds = 5\n",
    "\n",
    "def rmsle_cv(model):\n",
    "    kf = KFold(n_folds, shuffle=True, random_state=42).get_n_splits(train.values)\n",
    "    rmse= np.sqrt(-cross_val_score(model, train.values, y_train, scoring=\"neg_mean_squared_error\", cv = kf))\n",
    "    return(rmse)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 基模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**LASSO Regression**\n",
    "\n",
    "**This model may be very sensitive to outliers. So we need to made it more robust on them. For that we use the sklearn's Robustscaler() method on pipeline**\n",
    "**这个模型对于异常值非常敏感，需要使用Robustscaler方法**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "lasso = make_pipeline(RobustScaler(), Lasso(alpha =0.0005, random_state=1))\n",
    "# alpha参数怎么定的？这里面都是需要使用调参数进行解决的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "###Elastic Net Regression，同样是针对异常值处理的一个模型\n",
    "ENet = make_pipeline(RobustScaler(), ElasticNet(alpha=0.0005, l1_ratio=.9, random_state=3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "###Kernel Ridge Regression :\n",
    "\n",
    "KRR = KernelRidge(alpha=0.6, kernel='polynomial', degree=2, coef0=2.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "###Gradient Boosting Regression :\n",
    "GBoost = GradientBoostingRegressor(n_estimators=3000, learning_rate=0.05,\n",
    "                                   max_depth=4, max_features='sqrt',\n",
    "                                   min_samples_leaf=15, min_samples_split=10, \n",
    "                                   loss='huber', random_state =5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "###XGBoost :\n",
    "model_xgb = xgb.XGBRegressor(colsample_bytree=0.4603, gamma=0.0468, \n",
    "                             learning_rate=0.05, max_depth=3, \n",
    "                             min_child_weight=1.7817, n_estimators=2200,\n",
    "                             reg_alpha=0.4640, reg_lambda=0.8571,\n",
    "                             subsample=0.5213, silent=1,\n",
    "                             random_state =7, nthread = -1)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "####LightGBM :\n",
    "model_lgb = lgb.LGBMRegressor(objective='regression',num_leaves=5,\n",
    "                              learning_rate=0.05, n_estimators=720,\n",
    "                              max_bin = 55, bagging_fraction = 0.8,\n",
    "                              bagging_freq = 5, feature_fraction = 0.2319,\n",
    "                              feature_fraction_seed=9, bagging_seed=9,\n",
    "                              min_data_in_leaf =6, min_sum_hessian_in_leaf = 11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 模型初步评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Lasso score: 0.1112 (0.0071)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "score = rmsle_cv(lasso)\n",
    "print(\"\\nLasso score: {:.4f} ({:.4f})\\n\".format(score.mean(), score.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ElasticNet score: 0.1112 (0.0072)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "score = rmsle_cv(ENet)\n",
    "print(\"ElasticNet score: {:.4f} ({:.4f})\\n\".format(score.mean(), score.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kernel Ridge score: 0.1152 (0.0071)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "score = rmsle_cv(KRR)\n",
    "print(\"Kernel Ridge score: {:.4f} ({:.4f})\\n\".format(score.mean(), score.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gradient Boosting score: 0.1163 (0.0085)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "score = rmsle_cv(GBoost)\n",
    "print(\"Gradient Boosting score: {:.4f} ({:.4f})\\n\".format(score.mean(), score.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Xgboost score: 0.1161 (0.0051)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "\n",
    "score = rmsle_cv(model_xgb)\n",
    "print(\"Xgboost score: {:.4f} ({:.4f})\\n\".format(score.mean(), score.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LGBM score: 0.1154 (0.0052)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "score = rmsle_cv(model_lgb)\n",
    "print(\"LGBM score: {:.4f} ({:.4f})\\n\" .format(score.mean(), score.std()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### stacking models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.base import BaseEstimator,RegressorMixin,TransformerMixin,clone\n",
    "# class AveragingModels(BaseEstimator,RegressorMixin,TransformerMixin):\n",
    "#     def __inti__(self,models):\n",
    "#         self.models = models\n",
    "        \n",
    "#     # we define clones of the original models to fit the data in\n",
    "#     def fit(self, X, y):\n",
    "#         self.models_ = [clone(x) for x in self.models]\n",
    "        \n",
    "#         # Train cloned base models\n",
    "#         for model in self.models_:\n",
    "#             model.fit(X, y)\n",
    "\n",
    "#         return self\n",
    "#     def predict(self,X):\n",
    "#         predictions = np.column_stack([model.predict(X) for model in self.models_])\n",
    "#         return np.mean(predictions,axis=1)  # 返回所有预测结果的平均值\n",
    "    \n",
    "    \n",
    "    \n",
    "class AveragingModels(BaseEstimator, RegressorMixin, TransformerMixin):\n",
    "    def __init__(self, models):\n",
    "        self.models = models\n",
    "        \n",
    "    # we define clones of the original models to fit the data in\n",
    "    def fit(self, X, y):\n",
    "        self.models_ = [clone(x) for x in self.models]\n",
    "        \n",
    "        # Train cloned base models\n",
    "        for model in self.models_:\n",
    "            model.fit(X, y)\n",
    "\n",
    "        return self\n",
    "    \n",
    "    #Now we do the predictions for cloned models and average them\n",
    "    def predict(self, X):\n",
    "        predictions = np.column_stack([\n",
    "            model.predict(X) for model in self.models_\n",
    "        ])\n",
    "        return np.mean(predictions, axis=1)  \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**平均基模型的结果**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Averaged base models score: 0.1082 (0.0068)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 选择了基本6个模型ENET，GBoost，KRR，Lasso，model_lgb\n",
    "averaged_models = AveragingModels(models = (ENet, GBoost, KRR, lasso,model_lgb))\n",
    "\n",
    "score = rmsle_cv(averaged_models)\n",
    "print(\" Averaged base models score: {:.4f} ({:.4f})\\n\".format(score.mean(), score.std()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 增加metal模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Split the total training set into two disjoint sets (here train and .holdout )\n",
      "1. 将原始的train set 分割为两部分，train1，验证集（其对应的目标数据为y-valid）\n",
      "Train several base models on the first part (train)\n",
      "2. 用基模型在train1训练得到不同的基模型M1，M2，M3，M4...\n",
      "Test these base models on the second part (holdout)\n",
      "3. 用上面的模型预测 验证集，得到rsult1，result2，reuslt3，result4...\n",
      "Use the predictions from 3) (called out-of-folds predictions) as the inputs, \n",
      "将result1，result2，result3，result4....组成新的训练集作为输入  train2\n",
      "and the correct responses (target variable) 验证集的y-valid as the outputs to train a higher level learner called meta-model.\n",
      "y-valid 作为输出，然后可以训练得到一个更加高级的模型\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"\"\"\n",
    "Split the total training set into two disjoint sets (here train and .holdout )\n",
    "1. 将原始的train set 分割为两部分，train1，验证集（其对应的目标数据为y-valid）\n",
    "Train several base models on the first part (train)\n",
    "2. 用基模型在train1训练得到不同的基模型M1，M2，M3，M4...\n",
    "Test these base models on the second part (holdout)\n",
    "3. 用上面的模型预测 验证集，得到rsult1，result2，reuslt3，result4...\n",
    "Use the predictions from 3) (called out-of-folds predictions) as the inputs, \n",
    "将result1，result2，result3，result4....组成新的训练集作为输入  train2\n",
    "and the correct responses (target variable) 验证集的y-valid as the outputs to train a higher level learner called meta-model.\n",
    "y-valid 作为输出，然后可以训练得到一个更加高级的模型\n",
    "\"\"\")\n",
    "# 前三步 一般是迭代而来，如果采用5fold的stacking，就需要先将训练集train分割为5份，然后重复5次，得到模型对于整个训练集的预测结果\n",
    "# 将原始的训练集组变成一个新的训练集的一个特征M1r，\n",
    "# 将不同的模型训练得到的结果排列成新的输入集[Mr1,Mr2,Mr3,Mr4....],将整个的训练集的y值作为out-put，得到新的metal model\n",
    "# 下图的上层描述的是单独一个模型的的5-flod过程，然后获得该模型处理训练数据之后的New_feature，\n",
    "# 然后分别获得不同模型的上述特征，组成新的输入，训练得到metal model\n",
    "# 下层是我们上面用的平均的方法，获得不同的结果，然后取平均"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](http://ww3.sinaimg.cn/large/006tNc79gy1g5d37bz2qsj31dc0ecgpk.jpg)\n",
    "**(Image taken from [Faron](https://www.kaggle.com/getting-started/18153#post103381))**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](http://ww2.sinaimg.cn/large/006tNc79gy1g5d3gnb9h0g30go0cih4f.gif)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "On this gif, the base models are algorithms 0, 1, 2 and the meta-model is algorithm 3. \n",
      "The entire training dataset is A+B (target variable y known) that we can split into train part (A) and holdout part (B). \n",
      "And the test dataset is C.\n",
      "\n",
      "B1 (which is the prediction from the holdout part) is the new feature used to train the meta-model 3 \n",
      "and C1 (which is the prediction from the test dataset) is the meta-feature on which the final prediction is done.\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"\"\"\n",
    "On this gif, the base models are algorithms 0, 1, 2 and the meta-model is algorithm 3. \n",
    "The entire training dataset is A+B (target variable y known) that we can split into train part (A) and holdout part (B). \n",
    "And the test dataset is C.\n",
    "\n",
    "B1 (which is the prediction from the holdout part) is the new feature used to train the meta-model 3 \n",
    "and C1 (which is the prediction from the test dataset) is the meta-feature on which the final prediction is done.\n",
    "\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "class StackingAveragedModels(BaseEstimator, RegressorMixin, TransformerMixin):\n",
    "    def __init__(self, base_models, meta_model, n_fold=5):\n",
    "        self.base_models = base_models\n",
    "        self.meta_model = meta_model\n",
    "        self.n_fold = n_fold\n",
    "\n",
    "    def fit(self, X, y):\n",
    "        self.base_models_ = [list() for x in self.base_models]  # 创建空列表，用于放kfold中的各个模型\n",
    "        self.meta_model_ = clone(self.meta_model)\n",
    "        k_fold = KFold(n_splits=self.n_fold, shuffle=True, random_state=43)\n",
    "\n",
    "        out_of_flods_predictions = np.zeros((X.shape[0], len(self.base_models)))\n",
    "        for i, model in enumerate(self.base_models):\n",
    "            for train_index, hold_index in k_fold.split(X, y):\n",
    "                instance = clone(model)\n",
    "                self.base_models_[i].append(instance)\n",
    "                instance.fit(X[train_index], y[train_index])\n",
    "                y_pred = instance.predict(X[hold_index])\n",
    "                out_of_flods_predictions[hold_index, i] = y_pred\n",
    "\n",
    "        self.meta_model_.fit(out_of_flods_predictions, y)\n",
    "        return self\n",
    "\n",
    "    def predict(self, X):\n",
    "        meta_features = np.column_stack([np.column_stack([model.predict(X) for model in base_models]).mean(\n",
    "            axis=1) for base_models in self.base_models_])\n",
    "        return self.meta_model_.predict(meta_features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Stacking Averaged models Score**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stacking Averaged models score: 0.1081 (0.0069)\n"
     ]
    }
   ],
   "source": [
    "stacked_averaged_models = StackingAveragedModels(base_models = (ENet, GBoost, KRR),\n",
    "                                                 meta_model = lasso)\n",
    "\n",
    "score = rmsle_cv(stacked_averaged_models)\n",
    "print(\"Stacking Averaged models score: {:.4f} ({:.4f})\".format(score.mean(), score.std()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  ensemble StackedRegressor model with XGBoost and LightGBM "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rmsle(y,y_pred):\n",
    "    return np.sqrt(mean_squared_error(y,y_pred))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.07662229886245185\n"
     ]
    }
   ],
   "source": [
    "stacked_averaged_models.fit(train.values,y_train)\n",
    "stacked_train_pred = stacked_averaged_models.predict(train.values)\n",
    "stacked_pred = np.expm1(stacked_averaged_models.predict(test.values))\n",
    "print(rmsle(y_train,stacked_train_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.07978944418551953\n"
     ]
    }
   ],
   "source": [
    "model_xgb.fit(train.values,y_train)\n",
    "xgb_train_pred = model_xgb.predict(train.values)\n",
    "xgb_pred = np.expm1(model_xgb.predict(test.values))\n",
    "print(rmsle(y_train,xgb_train_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LGBMRegressor(bagging_fraction=0.8, bagging_freq=5, bagging_seed=9,\n",
       "              boosting_type='gbdt', class_weight=None, colsample_bytree=1.0,\n",
       "              feature_fraction=0.2319, feature_fraction_seed=9,\n",
       "              importance_type='split', learning_rate=0.05, max_bin=55,\n",
       "              max_depth=-1, min_child_samples=20, min_child_weight=0.001,\n",
       "              min_data_in_leaf=6, min_split_gain=0.0,\n",
       "              min_sum_hessian_in_leaf=11, n_estimators=720, n_jobs=-1,\n",
       "              num_leaves=5, objective='regression', random_state=None,\n",
       "              reg_alpha=0.0, reg_lambda=0.0, silent=True, subsample=1.0,\n",
       "              subsample_for_bin=200000, subsample_freq=0)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_lgb.fit(train.values,y_train)\n",
    "# 这些模型的参数，都是通过GridSearch得到"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.07145250287861045\n"
     ]
    }
   ],
   "source": [
    "lgb_train_pred= model_lgb.predict(train.values)\n",
    "lgb_pred = np.expm1(model_lgb.predict(test.values))\n",
    "print(rmsle(y_train,lgb_train_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSLE score on train data:\n",
      "0.07431573219850335\n"
     ]
    }
   ],
   "source": [
    "'''RMSE on the entire Train data when averaging'''\n",
    "\n",
    "print('RMSLE score on train data:')\n",
    "print(rmsle(y_train,stacked_train_pred*0.7 +\n",
    "               xgb_train_pred*0.150 + lgb_train_pred*0.150 ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "ensemble = stacked_pred*0.7 + xgb_pred*0.155 + lgb_pred*0.158\n",
    "sub = pd.DataFrame()\n",
    "sub['Id'] = test_ID\n",
    "sub['SalePrice'] = ensemble\n",
    "sub.to_csv('submission.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_features = pd.DataFrame(np.column_stack([stacked_train_pred,xgb_train_pred,lgb_train_pred]),columns=['stacked','xgb','lgb'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=1456, step=1)"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_features.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(memory=None,\n",
       "         steps=[('robustscaler',\n",
       "                 RobustScaler(copy=True, quantile_range=(25.0, 75.0),\n",
       "                              with_centering=True, with_scaling=True)),\n",
       "                ('lasso',\n",
       "                 Lasso(alpha=0.0005, copy_X=True, fit_intercept=True,\n",
       "                       max_iter=1000, normalize=False, positive=False,\n",
       "                       precompute=False, random_state=1, selection='cyclic',\n",
       "                       tol=0.0001, warm_start=False))],\n",
       "         verbose=False)"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lasso\n",
    "# new_predict = lasso.predict(new_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import Lasso\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(memory=None,\n",
       "         steps=[('robustscaler',\n",
       "                 RobustScaler(copy=True, quantile_range=(25.0, 75.0),\n",
       "                              with_centering=True, with_scaling=True)),\n",
       "                ('lasso',\n",
       "                 Lasso(alpha=0.0005, copy_X=True, fit_intercept=True,\n",
       "                       max_iter=1000, normalize=False, positive=False,\n",
       "                       precompute=False, random_state=1, selection='cyclic',\n",
       "                       tol=0.0001, warm_start=False))],\n",
       "         verbose=False)"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lasso.fit(new_features,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_predict =  lasso.predict(new_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.07093274864145331\n"
     ]
    }
   ],
   "source": [
    "print(rmsle(y_train,new_predict))"
   ]
  }
 ],
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